Digit Recognition on Digits SVHN, MNIST, USPS (test)
98.8Average AccuracyTarget-supervised
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Target-supervisedoracle=true2020.02 | 98.8 | 99.4 | 99.4 | 98 | — | — | — | |
| SHOT++strategy=labeling transfer2020.12 | 98.4 | 98.9 | 97.8 | 98.4 | — | — | — | |
| Target-supervised2020.12 | 98.4 | 99.2 | 99.2 | 96.8 | — | — | — | |
| SHOTmode=full, beta=0.32020.02 | 98.3 | 98.9 | 98 | 97.9 | — | — | — | |
| SHOT-IMbeta=02020.02 | 98.2 | 99 | 97.6 | 97.7 | — | — | — | |
| SHOT-IM++strategy=labeling transfer, self-supervised losses=ignored2020.12 | 98.2 | 98.5 | 97.7 | 98.4 | — | — | — | |
| STAR2020.12 | 98.1 | 98.8 | 97.7 | 97.8 | — | — | — | |
| SHOT2020.12 | 98.1 | 99 | 97.6 | 97.8 | — | — | — | |
| SWD2020.02 | 98 | 98.9 | 97.1 | 98.1 | — | — | — | |
| SWD2020.12 | 98 | 98.9 | 97.1 | 98.1 | — | — | — | |
| SHOT-IMself-supervised losses=ignored2020.12 | 97.9 | 98.5 | 97.6 | 97.8 | — | — | — | |
| rRevGrad+CAT2020.02 | 96.3 | 98.8 | 96 | 94 | — | — | — | |
| rRevGrad+CAT2020.12 | 96.3 | 98.8 | 96 | 94 | — | — | — | |
| CDAN+E2020.02 | 94.3 | 89.2 | 98 | 95.6 | — | — | — | |
| CDAN2020.12 | 94.3 | 89.2 | 98 | 95.6 | — | — | — | |
| CyCADA2020.02 | 94.2 | 90.4 | 96.5 | 95.6 | — | — | — | |
| CyCADA2020.12 | 94.2 | 90.4 | 96.5 | 95.6 | — | — | — | |
| ADR2020.02 | 93.8 | 95 | 93.1 | 93.2 | — | — | — | |
| ADR2020.12 | 93.8 | 95 | 93.1 | 93.2 | — | — | — | |
| Source-model-only++strategy=labeling transfer2020.12 | 91 | 88.7 | 94.5 | 89.8 | — | — | — | |
| ADDA2020.02 | 85.2 | 76 | 90.1 | 89.4 | — | — | — | |
| ADDA2020.12 | 85.2 | 76 | 90.1 | 89.4 | — | — | — | |
| Source model onlyadaptation=none2020.02 | 79.3 | 70.2 | 88 | 79.7 | — | — | — | |
| Source-model-only2020.12 | 79.2 | 71.2 | 88 | 78.4 | — | — | — | |
| Source only2020.02 | 73 | 67.1 | 69.6 | 82.2 | — | — | — | |
| Source only2020.12 | 73 | 67.1 | 69.6 | 82.2 | — | — | — | |
| SourceSource Dataset=SVHN2025.05 | 44.2 | — | — | — | 53.46 | 53.09 | 26.06 | |
| TM-NORMSource Dataset=SVHN2025.05 | 37.9 | — | — | — | 29.66 | 54.24 | 29.8 | |
| TM-ENTSource Dataset=SVHN2025.05 | 36.85 | — | — | — | 28.47 | 53.33 | 28.75 |